Tech Meridian ← ENTITY INDEX
PROMY MERIDIAN RU

COMPANY · ENTITY #11534

Manjot Bilkhu

Related event timeline, sources and context from the news index.

EVENT TIMELINE

2

RESEARCH · 1 SOURCE · Apple Machine Learning Research

RISED: Rubric-guided data selection and self-distillation for multi-environment LLM agents

Authors introduce RISED, a method that uses a shared rubric vocabulary and an LLM judge to tag rollouts across diverse interactive environments; rubric profiles guide online data selection while positive rubrics provide privileged context for on-policy self-distillation and negative rubrics steer future rollout generation away from recurring failures. The paper reports that, across model backbones, RISED achieves the highest mean pass rate across environments and ranks first or second in each environment, and includes rubric-based analyses of behavioural change.

7.0

RESEARCH · 1 SOURCE · Apple Machine Learning Research

SCLATE: a substrate for continual-learning agent training and evaluation

SCLATE is an execution substrate that unifies scheduling for benchmarks and unmodified agents via an open event scheduler and a hybrid simulated clock, compressing long multi-session scenarios into shorter runtime and recording every model call through an in-container proxy. The authors ported seven benchmarks and ran ten harness/memory configurations across ten models, finding that added memory systems do not consistently outperform native harness memory; they also post-trained Qwen3.5-4B using unmodified harnesses and memory, which reduced file reads, raised SWE-bench Verified pass rate by 16.7 points, and increased held-out MetaClaw accuracy by up to 11.8 points.

7.0